Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Articles Article Faculty Publications -Articles Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Reinforcement learning strategies using Monte-Carlo to solve the blackjack problem Subject The topic of the resource Blackjack; Dynamic programming; Monte Carlo; Q-learning; Reinforcement learning; Temporal difference Description An account of the resource Blackjack is a classic casino game in which the player attempts to outsmart the dealer by drawing a combination of cards with face values that add up to just under or equal to 21 but are more incredible than the hand of the dealer he manages to come up with. This study considers a simplified variation of blackjack, which has a dealer and plays no active role after the first two draws. A different game regime will be modeled for everyone to ten multiples of the conventional 52-card deck. Irrespective of the number of standard decks utilized, the game is played as a randomized discrete-time process. For determining the optimum course of action in terms of policy, we teach an agent-a decision maker-to optimize across the decision space of the game, considering the procedure as a finite Markov decision chain. To choose the most effective course of action, we mainly research Monte Carlo-based reinforcement learning approaches and compare them with q-learning, dynamic programming, and temporal difference. The performance of the distinct model-free policy iteration techniques is presented in this study, framing the game as a reinforcement learning problem. 2024 Institute of Advanced Engineering and Science. All rights reserved. Creator An entity primarily responsible for making the resource Srinivasaiah R.; Biju V.G.; Jankatti S.K.; Channegowda R.H.; Jinachandra N.S. Source A related resource from which the described resource is derived International Journal of Electrical and Computer Engineering, Vol-14, No. 1, pp. 904-910. Publisher An entity responsible for making the resource available Institute of Advanced Engineering and Science Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.11591/ijece.v14i1.pp904-910" target="_blank" rel="noreferrer noopener">https://doi.org/10.11591/ijece.v14i1.pp904-910</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85183612671&amp;doi=10.11591%2Fijece.v14i1.pp904-910&amp;partnerID=40&amp;md5=dc957d43a99266da491571b17f26867d" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85183612671&amp;doi=10.11591%2fijece.v14i1.pp904-910&amp;partnerID=40&amp;md5=dc957d43a99266da491571b17f26867d</a> Rights Information about rights held in and over the resource All Open Access; Gold Open Access Relation A related resource ISSN: 20888708 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Srinivasaiah R., Department of Computer Science and Engineering, School of Engineering and Technology, CHRIST Deemed to be University, Bengaluru, India; Biju V.G., MAI, Faculty of Computer Science and Business Informatics, University of Applied Sciences, Wzburg-Schweinfurt, Germany; Jankatti S.K., Department of Computer Science and Technology, Dayananda Sagar University, Bengaluru, India; Channegowda R.H., Department of Electronics and Communication Engineering, Dayananda Sagar Academy of Technology and Management, Bengaluru, India; Jinachandra N.S., Department of Mechanical Engineering, School of Engineering and Technology, CHRIST Deemed to be University, Bengaluru, India